Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	2098
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	623.4 B

Variable types

NUM	14
CAT	11
BOOL	1

Reproduction

Analysis started	2020-06-03 21:17:31.744556
Analysis finished	2020-06-03 21:18:05.482476
Duration	33.74 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`JobRole` is highly correlated with `Department`	High correlation
`Department` is highly correlated with `JobRole`	High correlation
`NumCompaniesWorked` has 265 (12.6%) zeros	Zeros
`TrainingTimesLastYear` has 94 (4.5%) zeros	Zeros
`YearsAtCompany` has 84 (4.0%) zeros	Zeros
`YearsInCurrentRole` has 436 (20.8%) zeros	Zeros
`YearsSinceLastPromotion` has 881 (42.0%) zeros	Zeros
`YearsWithCurrManager` has 495 (23.6%) zeros	Zeros

df_index
Real number (ℝ_≥0)

Distinct count	1628
Unique (%)	77.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	683.7907530981887
Minimum	0
Maximum	1627
Zeros	2
Zeros (%)	0.1%
Memory size	16.5 KiB

Quantile statistics

Minimum	0
5-th percentile	52
Q1	262
median	578.5
Q3	1102.75
95-th percentile	1522.15
Maximum	1627
Range	1627
Interquartile range (IQR)	840.75

Descriptive statistics

Standard deviation	483.6309562
Coefficient of variation (CV)	0.7072791699
Kurtosis	-1.171855258
Mean	683.7907531
Median Absolute Deviation (MAD)	386
Skewness	0.3763172906
Sum	1434593
Variance	233898.9018

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2	0.1%
147	2	0.1%
171	2	0.1%
169	2	0.1%
167	2	0.1%
165	2	0.1%
163	2	0.1%
161	2	0.1%
159	2	0.1%
157	2	0.1%
155	2	0.1%
153	2	0.1%
151	2	0.1%
149	2	0.1%
145	2	0.1%
117	2	0.1%
143	2	0.1%
141	2	0.1%
139	2	0.1%
137	2	0.1%
135	2	0.1%
133	2	0.1%
131	2	0.1%
129	2	0.1%
127	2	0.1%
Other values (1603)	2048	97.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	0.1%
1	2	0.1%
2	2	0.1%
3	2	0.1%
4	2	0.1%
5	2	0.1%
6	2	0.1%
7	2	0.1%
8	2	0.1%
9	2	0.1%

Value	Count	Frequency (%)
1627	1	< 0.1%
1626	1	< 0.1%
1625	1	< 0.1%
1624	1	< 0.1%
1623	1	< 0.1%
1622	1	< 0.1%
1621	1	< 0.1%
1620	1	< 0.1%
1619	1	< 0.1%
1618	1	< 0.1%

Age
Real number (ℝ_≥0)

Distinct count	43
Unique (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	35.95138226882745
Minimum	18
Maximum	60
Zeros	0
Zeros (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	18
5-th percentile	21.85
Q1	29
median	35
Q3	42
95-th percentile	54
Maximum	60
Range	42
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.427105093
Coefficient of variation (CV)	0.262218154
Kurtosis	-0.4441986877
Mean	35.95138227
Median Absolute Deviation (MAD)	6
Skewness	0.4366286152
Sum	75426
Variance	88.87031044

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
31	117	5.6%
29	108	5.1%
35	102	4.9%
34	101	4.8%
32	89	4.2%
30	88	4.2%
33	82	3.9%
36	81	3.9%
26	79	3.8%
28	76	3.6%
37	70	3.3%
40	69	3.3%
38	62	3.0%
41	60	2.9%
27	56	2.7%
42	54	2.6%
39	54	2.6%
25	50	2.4%
24	50	2.4%
45	49	2.3%
46	49	2.3%
50	46	2.2%
44	45	2.1%
43	36	1.7%
47	36	1.7%
Other values (18)	389	18.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	16	0.8%
19	25	1.2%
20	31	1.5%
21	33	1.6%
22	20	1.0%
23	22	1.0%
24	50	2.4%
25	50	2.4%
26	79	3.8%
27	56	2.7%

Value	Count	Frequency (%)
60	5	0.2%
59	10	0.5%
58	22	1.0%
57	4	0.2%
56	18	0.9%
55	34	1.6%
54	18	0.9%
53	27	1.3%
52	22	1.0%
51	27	1.3%

BusinessTravel
Categorical

Distinct count	3
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.5 KiB

Travel_Rarely	1439
Travel_Frequently	481
Non-Travel	178

Value	Count	Frequency (%)
Travel_Rarely	1439	68.6%
Travel_Frequently	481	22.9%
Non-Travel	178	8.5%

Length

Max length	17
Median length	13
Mean length	13.66253575
Min length	10

Overview of Unicode Properties

Unique unicode characters	17
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	4499	15.7%
r	4018	14.0%
l	4018	14.0%
a	3537	12.3%
T	2098	7.3%
v	2098	7.3%
_	1920	6.7%
y	1920	6.7%
R	1439	5.0%
n	659	2.3%
F	481	1.7%
q	481	1.7%
u	481	1.7%
t	481	1.7%
N	178	0.6%
o	178	0.6%
-	178	0.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	22370	78.0%
Uppercase Letter	4196	14.6%
Connector Punctuation	1920	6.7%
Dash Punctuation	178	0.6%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
T	2098	50.0%
R	1439	34.3%
F	481	11.5%
N	178	4.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	4499	20.1%
r	4018	18.0%
l	4018	18.0%
a	3537	15.8%
v	2098	9.4%
y	1920	8.6%
n	659	2.9%
q	481	2.2%
u	481	2.2%
t	481	2.2%
o	178	0.8%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	178	100.0%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	1920	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	26566	92.7%
Common	2098	7.3%

Most frequent Latin characters

Value	Count	Frequency (%)
e	4499	16.9%
r	4018	15.1%
l	4018	15.1%
a	3537	13.3%
T	2098	7.9%
v	2098	7.9%
y	1920	7.2%
R	1439	5.4%
n	659	2.5%
F	481	1.8%
q	481	1.8%
u	481	1.8%
t	481	1.8%
N	178	0.7%
o	178	0.7%

Most frequent Common characters

Value	Count	Frequency (%)
_	1920	91.5%
-	178	8.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	28664	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	4499	15.7%
r	4018	14.0%
l	4018	14.0%
a	3537	12.3%
T	2098	7.3%
v	2098	7.3%
_	1920	6.7%
y	1920	6.7%
R	1439	5.0%
n	659	2.3%
F	481	1.7%
q	481	1.7%
u	481	1.7%
t	481	1.7%
N	178	0.6%
o	178	0.6%
-	178	0.6%

Department
Categorical

HIGH CORRELATION

Distinct count	3
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.5 KiB

Research & Development	1293
Sales	706
Human Resources	99

Value	Count	Frequency (%)
Research & Development	1293	61.6%
Sales	706	33.7%
Human Resources	99	4.7%

Length

Max length	22
Median length	22
Mean length	15.94899905
Min length	5

Overview of Unicode Properties

Unique unicode characters	20
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	7369	22.0%
	2685	8.0%
s	2197	6.6%
a	2098	6.3%
l	1999	6.0%
R	1392	4.2%
r	1392	4.2%
c	1392	4.2%
o	1392	4.2%
m	1392	4.2%
n	1392	4.2%
h	1293	3.9%
&	1293	3.9%
D	1293	3.9%
v	1293	3.9%
p	1293	3.9%
t	1293	3.9%
S	706	2.1%
u	198	0.6%
H	99	0.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	25993	77.7%
Uppercase Letter	3490	10.4%
Space Separator	2685	8.0%
Other Punctuation	1293	3.9%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
R	1392	39.9%
D	1293	37.0%
S	706	20.2%
H	99	2.8%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	7369	28.3%
s	2197	8.5%
a	2098	8.1%
l	1999	7.7%
r	1392	5.4%
c	1392	5.4%
o	1392	5.4%
m	1392	5.4%
n	1392	5.4%
h	1293	5.0%
v	1293	5.0%
p	1293	5.0%
t	1293	5.0%
u	198	0.8%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	2685	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
&	1293	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	29483	88.1%
Common	3978	11.9%

Most frequent Latin characters

Value	Count	Frequency (%)
e	7369	25.0%
s	2197	7.5%
a	2098	7.1%
l	1999	6.8%
R	1392	4.7%
r	1392	4.7%
c	1392	4.7%
o	1392	4.7%
m	1392	4.7%
n	1392	4.7%
h	1293	4.4%
D	1293	4.4%
v	1293	4.4%
p	1293	4.4%
t	1293	4.4%
S	706	2.4%
u	198	0.7%
H	99	0.3%

Most frequent Common characters

Value	Count	Frequency (%)
	2685	67.5%
&	1293	32.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	33461	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	7369	22.0%
	2685	8.0%
s	2197	6.6%
a	2098	6.3%
l	1999	6.0%
R	1392	4.2%
r	1392	4.2%
c	1392	4.2%
o	1392	4.2%
m	1392	4.2%
n	1392	4.2%
h	1293	3.9%
&	1293	3.9%
D	1293	3.9%
v	1293	3.9%
p	1293	3.9%
t	1293	3.9%
S	706	2.1%
u	198	0.6%
H	99	0.3%

DistanceFromHome
Real number (ℝ_≥0)

Distinct count	29
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.63632030505243
Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	8
Q3	15
95-th percentile	26
Maximum	29
Range	28
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	8.257466164
Coefficient of variation (CV)	0.8569107193
Kurtosis	-0.432162311
Mean	9.636320305
Median Absolute Deviation (MAD)	6
Skewness	0.8657990186
Sum	20217
Variance	68.18574745

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	280	13.3%
2	279	13.3%
9	149	7.1%
10	118	5.6%
3	116	5.5%
8	104	5.0%
7	104	5.0%
5	97	4.6%
4	96	4.6%
6	71	3.4%
24	56	2.7%
29	47	2.2%
16	44	2.1%
25	41	2.0%
11	41	2.0%
18	38	1.8%
15	38	1.8%
20	37	1.8%
12	36	1.7%
23	35	1.7%
22	35	1.7%
26	33	1.6%
14	33	1.6%
17	32	1.5%
13	31	1.5%
Other values (4)	107	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	280	13.3%
2	279	13.3%
3	116	5.5%
4	96	4.6%
5	97	4.6%
6	71	3.4%
7	104	5.0%
8	104	5.0%
9	149	7.1%
10	118	5.6%

Value	Count	Frequency (%)
29	47	2.2%
28	31	1.5%
27	16	0.8%
26	33	1.6%
25	41	2.0%
24	56	2.7%
23	35	1.7%
22	35	1.7%
21	30	1.4%
20	37	1.8%

Education
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.8913250714966634
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.019416207
Coefficient of variation (CV)	0.3525775142
Kurtosis	-0.5755315691
Mean	2.891325071
Median Absolute Deviation (MAD)	1
Skewness	-0.2950445844
Sum	6066
Variance	1.039209402

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	824	39.3%
4	558	26.6%
2	406	19.4%
1	250	11.9%
5	60	2.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	250	11.9%
2	406	19.4%
3	824	39.3%
4	558	26.6%
5	60	2.9%

Value	Count	Frequency (%)
5	60	2.9%
4	558	26.6%
3	824	39.3%
2	406	19.4%
1	250	11.9%

EducationField
Categorical

Distinct count	6
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	16.5 KiB

Life Sciences	826
Medical	652
Marketing	251
Technical Degree	212
Other	110

Value	Count	Frequency (%)
Life Sciences	826	39.4%
Medical	652	31.1%
Marketing	251	12.0%
Technical Degree	212	10.1%
Other	110	5.2%
Human Resources	47	2.2%

Length

Max length	16
Median length	13
Mean length	10.58531935
Min length	5

Overview of Unicode Properties

Unique unicode characters	26
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	4433	20.0%
c	2775	12.5%
i	2767	12.5%
n	1336	6.0%
a	1162	5.2%
	1085	4.9%
s	920	4.1%
M	903	4.1%
l	864	3.9%
L	826	3.7%
f	826	3.7%
S	826	3.7%
d	652	2.9%
r	620	2.8%
g	463	2.1%
t	361	1.6%
h	322	1.4%
k	251	1.1%
T	212	1.0%
D	212	1.0%
O	110	0.5%
u	94	0.4%
H	47	0.2%
m	47	0.2%
R	47	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	17940	80.8%
Uppercase Letter	3183	14.3%
Space Separator	1085	4.9%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	903	28.4%
L	826	26.0%
S	826	26.0%
T	212	6.7%
D	212	6.7%
O	110	3.5%
H	47	1.5%
R	47	1.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	4433	24.7%
c	2775	15.5%
i	2767	15.4%
n	1336	7.4%
a	1162	6.5%
s	920	5.1%
l	864	4.8%
f	826	4.6%
d	652	3.6%
r	620	3.5%
g	463	2.6%
t	361	2.0%
h	322	1.8%
k	251	1.4%
u	94	0.5%
m	47	0.3%
o	47	0.3%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	1085	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	21123	95.1%
Common	1085	4.9%

Most frequent Latin characters

Value	Count	Frequency (%)
e	4433	21.0%
c	2775	13.1%
i	2767	13.1%
n	1336	6.3%
a	1162	5.5%
s	920	4.4%
M	903	4.3%
l	864	4.1%
L	826	3.9%
f	826	3.9%
S	826	3.9%
d	652	3.1%
r	620	2.9%
g	463	2.2%
t	361	1.7%
h	322	1.5%
k	251	1.2%
T	212	1.0%
D	212	1.0%
O	110	0.5%
u	94	0.4%
H	47	0.2%
m	47	0.2%
R	47	0.2%
o	47	0.2%

Most frequent Common characters

Value	Count	Frequency (%)
	1085	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22208	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	4433	20.0%
c	2775	12.5%
i	2767	12.5%
n	1336	6.0%
a	1162	5.2%
	1085	4.9%
s	920	4.1%
M	903	4.1%
l	864	3.9%
L	826	3.7%
f	826	3.7%
S	826	3.7%
d	652	2.9%
r	620	2.8%
g	463	2.1%
t	361	1.6%
h	322	1.4%
k	251	1.1%
T	212	1.0%
D	212	1.0%
O	110	0.5%
u	94	0.4%
H	47	0.2%
m	47	0.2%
R	47	0.2%

EnvironmentSatisfaction
Categorical

Distinct count	4
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	16.5 KiB

3	629
4	610
1	464
2	395

Value	Count	Frequency (%)
3	629	30.0%
4	610	29.1%
1	464	22.1%
2	395	18.8%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
3	629	30.0%
4	610	29.1%
1	464	22.1%
2	395	18.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2098	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	629	30.0%
4	610	29.1%
1	464	22.1%
2	395	18.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	2098	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	629	30.0%
4	610	29.1%
1	464	22.1%
2	395	18.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2098	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
3	629	30.0%
4	610	29.1%
1	464	22.1%
2	395	18.8%

Gender
Categorical

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.5 KiB

Male	1274
Female	824

Value	Count	Frequency (%)
Male	1274	60.7%
Female	824	39.3%

Length

Max length	6
Median length	4
Mean length	4.78551001
Min length	4

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	2922	29.1%
a	2098	20.9%
l	2098	20.9%
M	1274	12.7%
F	824	8.2%
m	824	8.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7942	79.1%
Uppercase Letter	2098	20.9%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	1274	60.7%
F	824	39.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	2922	36.8%
a	2098	26.4%
l	2098	26.4%
m	824	10.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10040	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
e	2922	29.1%
a	2098	20.9%
l	2098	20.9%
M	1274	12.7%
F	824	8.2%
m	824	8.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10040	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	2922	29.1%
a	2098	20.9%
l	2098	20.9%
M	1274	12.7%
F	824	8.2%
m	824	8.2%

JobInvolvement
Categorical

Distinct count	4
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	16.5 KiB

3	1200
2	563
4	180
1	155

Value	Count	Frequency (%)
3	1200	57.2%
2	563	26.8%
4	180	8.6%
1	155	7.4%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
3	1200	57.2%
2	563	26.8%
4	180	8.6%
1	155	7.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2098	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	1200	57.2%
2	563	26.8%
4	180	8.6%
1	155	7.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	2098	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	1200	57.2%
2	563	26.8%
4	180	8.6%
1	155	7.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2098	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
3	1200	57.2%
2	563	26.8%
4	180	8.6%
1	155	7.4%

JobRole
Categorical

HIGH CORRELATION

Distinct count	9
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	16.5 KiB

Sales Executive	474
Research Scientist	424
Laboratory Technician	403
Sales Representative	191
Manufacturing Director	169
Other values (4)	437

Value	Count	Frequency (%)
Sales Executive	474	22.6%
Research Scientist	424	20.2%
Laboratory Technician	403	19.2%
Sales Representative	191	9.1%
Manufacturing Director	169	8.1%
Healthcare Representative	151	7.2%
Manager	118	5.6%
Human Resources	88	4.2%
Research Director	80	3.8%

Length

Max length	25
Median length	18
Mean length	18.12392755
Min length	7

Overview of Unicode Properties

Unique unicode characters	29
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	5661	14.9%
a	3684	9.7%
t	2978	7.8%
i	2888	7.6%
c	2865	7.5%
r	2676	7.0%
n	2116	5.6%
s	2111	5.6%
	1980	5.2%
o	1143	3.0%
S	1089	2.9%
h	1058	2.8%
u	988	2.6%
R	934	2.5%
l	816	2.1%
v	816	2.1%
E	474	1.2%
x	474	1.2%
L	403	1.1%
b	403	1.1%
y	403	1.1%
T	403	1.1%
p	342	0.9%
M	287	0.8%
g	287	0.8%
Other values (4)	745	2.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	31966	84.1%
Uppercase Letter	4078	10.7%
Space Separator	1980	5.2%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
S	1089	26.7%
R	934	22.9%
E	474	11.6%
L	403	9.9%
T	403	9.9%
M	287	7.0%
D	249	6.1%
H	239	5.9%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	5661	17.7%
a	3684	11.5%
t	2978	9.3%
i	2888	9.0%
c	2865	9.0%
r	2676	8.4%
n	2116	6.6%
s	2111	6.6%
o	1143	3.6%
h	1058	3.3%
u	988	3.1%
l	816	2.6%
v	816	2.6%
x	474	1.5%
b	403	1.3%
y	403	1.3%
p	342	1.1%
g	287	0.9%
f	169	0.5%
m	88	0.3%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	1980	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	36044	94.8%
Common	1980	5.2%

Most frequent Latin characters

Value	Count	Frequency (%)
e	5661	15.7%
a	3684	10.2%
t	2978	8.3%
i	2888	8.0%
c	2865	7.9%
r	2676	7.4%
n	2116	5.9%
s	2111	5.9%
o	1143	3.2%
S	1089	3.0%
h	1058	2.9%
u	988	2.7%
R	934	2.6%
l	816	2.3%
v	816	2.3%
E	474	1.3%
x	474	1.3%
L	403	1.1%
b	403	1.1%
y	403	1.1%
T	403	1.1%
p	342	0.9%
M	287	0.8%
g	287	0.8%
D	249	0.7%
Other values (3)	496	1.4%

Most frequent Common characters

Value	Count	Frequency (%)
	1980	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	38024	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	5661	14.9%
a	3684	9.7%
t	2978	7.8%
i	2888	7.6%
c	2865	7.5%
r	2676	7.0%
n	2116	5.6%
s	2111	5.6%
	1980	5.2%
o	1143	3.0%
S	1089	2.9%
h	1058	2.8%
u	988	2.6%
R	934	2.5%
l	816	2.1%
v	816	2.1%
E	474	1.2%
x	474	1.2%
L	403	1.1%
b	403	1.1%
y	403	1.1%
T	403	1.1%
p	342	0.9%
M	287	0.8%
g	287	0.8%
Other values (4)	745	2.0%

JobSatisfaction
Categorical

Distinct count	4
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	16.5 KiB

3	650
4	587
1	457
2	404

Value	Count	Frequency (%)
3	650	31.0%
4	587	28.0%
1	457	21.8%
2	404	19.3%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
3	650	31.0%
4	587	28.0%
1	457	21.8%
2	404	19.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2098	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	650	31.0%
4	587	28.0%
1	457	21.8%
2	404	19.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	2098	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	650	31.0%
4	587	28.0%
1	457	21.8%
2	404	19.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2098	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
3	650	31.0%
4	587	28.0%
1	457	21.8%
2	404	19.3%

MaritalStatus
Categorical

Distinct count	3
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.5 KiB

Married	885
Single	786
Divorced	427

Value	Count	Frequency (%)
Married	885	42.2%
Single	786	37.5%
Divorced	427	20.4%

Length

Max length	8
Median length	7
Mean length	6.828884652
Min length	6

Overview of Unicode Properties

Unique unicode characters	14
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
r	2197	15.3%
i	2098	14.6%
e	2098	14.6%
d	1312	9.2%
M	885	6.2%
a	885	6.2%
S	786	5.5%
n	786	5.5%
g	786	5.5%
l	786	5.5%
D	427	3.0%
v	427	3.0%
o	427	3.0%
c	427	3.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12229	85.4%
Uppercase Letter	2098	14.6%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
M	885	42.2%
S	786	37.5%
D	427	20.4%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
r	2197	18.0%
i	2098	17.2%
e	2098	17.2%
d	1312	10.7%
a	885	7.2%
n	786	6.4%
g	786	6.4%
l	786	6.4%
v	427	3.5%
o	427	3.5%
c	427	3.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14327	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
r	2197	15.3%
i	2098	14.6%
e	2098	14.6%
d	1312	9.2%
M	885	6.2%
a	885	6.2%
S	786	5.5%
n	786	5.5%
g	786	5.5%
l	786	5.5%
D	427	3.0%
v	427	3.0%
o	427	3.0%
c	427	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14327	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
r	2197	15.3%
i	2098	14.6%
e	2098	14.6%
d	1312	9.2%
M	885	6.2%
a	885	6.2%
S	786	5.5%
n	786	5.5%
g	786	5.5%
l	786	5.5%
D	427	3.0%
v	427	3.0%
o	427	3.0%
c	427	3.0%

MonthlyIncome
Real number (ℝ_≥0)

Distinct count	1349
Unique (%)	64.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5964.597235462345
Minimum	1009
Maximum	19999
Zeros	0
Zeros (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	1009
5-th percentile	2058
Q1	2686
median	4477.5
Q3	7477.25
95-th percentile	16966.2
Maximum	19999
Range	18990
Interquartile range (IQR)	4791.25

Descriptive statistics

Standard deviation	4447.984026
Coefficient of variation (CV)	0.7457308265
Kurtosis	1.635826299
Mean	5964.597235
Median Absolute Deviation (MAD)	1977.5
Skewness	1.515274735
Sum	12513725
Variance	19784561.9

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2404	11	0.5%
5346	10	0.5%
2342	8	0.4%
2741	7	0.3%
2380	7	0.3%
2610	7	0.3%
2956	6	0.3%
2743	6	0.3%
3407	6	0.3%
2973	6	0.3%
5993	6	0.3%
4284	6	0.3%
10609	6	0.3%
2515	6	0.3%
4941	6	0.3%
2044	6	0.3%
2132	6	0.3%
5238	6	0.3%
2377	6	0.3%
2340	6	0.3%
2886	6	0.3%
2293	6	0.3%
2362	6	0.3%
2657	6	0.3%
2693	6	0.3%
Other values (1324)	1934	92.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1009	5	0.2%
1051	1	< 0.1%
1052	1	< 0.1%
1081	5	0.2%
1091	1	< 0.1%
1102	1	< 0.1%
1118	5	0.2%
1129	1	< 0.1%
1200	1	< 0.1%
1223	1	< 0.1%

Value	Count	Frequency (%)
19999	1	< 0.1%
19973	1	< 0.1%
19943	1	< 0.1%
19926	1	< 0.1%
19859	5	0.2%
19847	1	< 0.1%
19845	1	< 0.1%
19833	1	< 0.1%
19740	1	< 0.1%
19717	1	< 0.1%

NumCompaniesWorked
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.7411820781696856
Minimum	0
Maximum	9
Zeros	265
Zeros (%)	12.6%
Memory size	16.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.54220098
Coefficient of variation (CV)	0.9274104774
Kurtosis	-0.124867917
Mean	2.741182078
Median Absolute Deviation (MAD)	1
Skewness	0.9934920768
Sum	5751
Variance	6.462785822

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	777	37.0%
0	265	12.6%
3	199	9.5%
2	194	9.2%
4	191	9.1%
6	118	5.6%
7	114	5.4%
5	95	4.5%
9	84	4.0%
8	61	2.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	265	12.6%
1	777	37.0%
2	194	9.2%
3	199	9.5%
4	191	9.1%
5	95	4.5%
6	118	5.6%
7	114	5.4%
8	61	2.9%
9	84	4.0%

Value	Count	Frequency (%)
9	84	4.0%
8	61	2.9%
7	114	5.4%
6	118	5.6%
5	95	4.5%
4	191	9.1%
3	199	9.5%
2	194	9.2%
1	777	37.0%
0	265	12.6%

OverTime
Boolean

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.5 KiB

No	1338
Yes	760

Frequency Table

Value	Count	Frequency (%)
No	1338	63.8%
Yes	760	36.2%

PercentSalaryHike
Real number (ℝ_≥0)

Distinct count	15
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.194470924690181
Minimum	11
Maximum	25
Zeros	0
Zeros (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	11
5-th percentile	11
Q1	12
median	14
Q3	18
95-th percentile	22
Maximum	25
Range	14
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.688558387
Coefficient of variation (CV)	0.2427566189
Kurtosis	-0.3107657487
Mean	15.19447092
Median Absolute Deviation (MAD)	2
Skewness	0.822371698
Sum	31878
Variance	13.60546298

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
11	318	15.2%
12	286	13.6%
13	285	13.6%
14	265	12.6%
15	153	7.3%
17	126	6.0%
16	122	5.8%
18	121	5.8%
19	96	4.6%
22	88	4.2%
20	71	3.4%
21	68	3.2%
23	40	1.9%
24	37	1.8%
25	22	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11	318	15.2%
12	286	13.6%
13	285	13.6%
14	265	12.6%
15	153	7.3%
16	122	5.8%
17	126	6.0%
18	121	5.8%
19	96	4.6%
20	71	3.4%

Value	Count	Frequency (%)
25	22	1.0%
24	37	1.8%
23	40	1.9%
22	88	4.2%
21	68	3.2%
20	71	3.4%
19	96	4.6%
18	121	5.8%
17	126	6.0%
16	122	5.8%

PerformanceRating
Categorical

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.5 KiB

3	1772
4	326

Value	Count	Frequency (%)
3	1772	84.5%
4	326	15.5%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	2
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
3	1772	84.5%
4	326	15.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2098	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	1772	84.5%
4	326	15.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	2098	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	1772	84.5%
4	326	15.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2098	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
3	1772	84.5%
4	326	15.5%

StockOptionLevel
Categorical

Distinct count	4
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	16.5 KiB

0	1039
1	740
2	194
3	125

Value	Count	Frequency (%)
0	1039	49.5%
1	740	35.3%
2	194	9.2%
3	125	6.0%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	1039	49.5%
1	740	35.3%
2	194	9.2%
3	125	6.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2098	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	1039	49.5%
1	740	35.3%
2	194	9.2%
3	125	6.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2098	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	1039	49.5%
1	740	35.3%
2	194	9.2%
3	125	6.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2098	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	1039	49.5%
1	740	35.3%
2	194	9.2%
3	125	6.0%

TotalWorkingYears
Real number (ℝ_≥0)

Distinct count	40
Unique (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.27121067683508
Minimum	0
Maximum	40
Zeros	19
Zeros (%)	0.9%
Memory size	16.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	9
Q3	14
95-th percentile	26
Maximum	40
Range	40
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.581151524
Coefficient of variation (CV)	0.7380971691
Kurtosis	1.150350782
Mean	10.27121068
Median Absolute Deviation (MAD)	4
Skewness	1.166355618
Sum	21549
Variance	57.47385843

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	254	12.1%
1	185	8.8%
6	173	8.2%
8	155	7.4%
7	133	6.3%
5	128	6.1%
9	120	5.7%
4	99	4.7%
3	74	3.5%
2	67	3.2%
12	64	3.1%
15	56	2.7%
11	48	2.3%
17	45	2.1%
14	43	2.0%
18	43	2.0%
16	41	2.0%
13	40	1.9%
20	38	1.8%
21	34	1.6%
19	34	1.6%
22	29	1.4%
24	26	1.2%
23	22	1.0%
0	19	0.9%
Other values (15)	128	6.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	19	0.9%
1	185	8.8%
2	67	3.2%
3	74	3.5%
4	99	4.7%
5	128	6.1%
6	173	8.2%
7	133	6.3%
8	155	7.4%
9	120	5.7%

Value	Count	Frequency (%)
40	2	0.1%
38	1	< 0.1%
37	4	0.2%
36	6	0.3%
35	3	0.1%
34	9	0.4%
33	7	0.3%
32	9	0.4%
31	9	0.4%
30	7	0.3%

TrainingTimesLastYear
Real number (ℝ_≥0)

ZEROS

Distinct count	7
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.7430886558627265
Minimum	0
Maximum	6
Zeros	94
Zeros (%)	4.5%
Memory size	16.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.282010221
Coefficient of variation (CV)	0.467360112
Kurtosis	0.5149752082
Mean	2.743088656
Median Absolute Deviation (MAD)	1
Skewness	0.476846861
Sum	5755
Variance	1.643550208

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	795	37.9%
3	679	32.4%
4	187	8.9%
5	163	7.8%
1	103	4.9%
0	94	4.5%
6	77	3.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	94	4.5%
1	103	4.9%
2	795	37.9%
3	679	32.4%
4	187	8.9%
5	163	7.8%
6	77	3.7%

Value	Count	Frequency (%)
6	77	3.7%
5	163	7.8%
4	187	8.9%
3	679	32.4%
2	795	37.9%
1	103	4.9%
0	94	4.5%

YearsAtCompany
Real number (ℝ_≥0)

ZEROS

Distinct count	37
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.311725452812202
Minimum	0
Maximum	40
Zeros	84
Zeros (%)	4.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	5
Q3	9
95-th percentile	20
Maximum	40
Range	40
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.929169085
Coefficient of variation (CV)	0.9393895742
Kurtosis	4.544391039
Mean	6.311725453
Median Absolute Deviation (MAD)	3
Skewness	1.878901104
Sum	13242
Variance	35.15504604

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	335	16.0%
5	244	11.6%
2	215	10.2%
3	180	8.6%
10	160	7.6%
4	154	7.3%
7	118	5.6%
8	108	5.1%
9	106	5.1%
6	104	5.0%
0	84	4.0%
13	32	1.5%
11	32	1.5%
20	27	1.3%
14	26	1.2%
15	24	1.1%
21	18	0.9%
22	15	0.7%
19	15	0.7%
12	14	0.7%
17	13	0.6%
18	13	0.6%
16	12	0.6%
24	10	0.5%
33	9	0.4%
Other values (12)	30	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	84	4.0%
1	335	16.0%
2	215	10.2%
3	180	8.6%
4	154	7.3%
5	244	11.6%
6	104	5.0%
7	118	5.6%
8	108	5.1%
9	106	5.1%

Value	Count	Frequency (%)
40	1	< 0.1%
37	1	< 0.1%
36	2	0.1%
34	1	< 0.1%
33	9	0.4%
32	3	0.1%
31	3	0.1%
30	1	< 0.1%
29	2	0.1%
27	2	0.1%

YearsInCurrentRole
Real number (ℝ_≥0)

ZEROS

Distinct count	19
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.7545281220209725
Minimum	0
Maximum	18
Zeros	436
Zeros (%)	20.8%
Memory size	16.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	7
95-th percentile	10
Maximum	18
Range	18
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.485687199
Coefficient of variation (CV)	0.9283955496
Kurtosis	0.7071793168
Mean	3.754528122
Median Absolute Deviation (MAD)	2
Skewness	1.034073023
Sum	7877
Variance	12.15001525

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	560	26.7%
0	436	20.8%
7	294	14.0%
3	183	8.7%
4	140	6.7%
8	109	5.2%
1	97	4.6%
9	79	3.8%
6	41	2.0%
5	40	1.9%
10	33	1.6%
11	22	1.0%
13	18	0.9%
12	14	0.7%
14	11	0.5%
15	8	0.4%
16	7	0.3%
17	4	0.2%
18	2	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	436	20.8%
1	97	4.6%
2	560	26.7%
3	183	8.7%
4	140	6.7%
5	40	1.9%
6	41	2.0%
7	294	14.0%
8	109	5.2%
9	79	3.8%

Value	Count	Frequency (%)
18	2	0.1%
17	4	0.2%
16	7	0.3%
15	8	0.4%
14	11	0.5%
13	18	0.9%
12	14	0.7%
11	22	1.0%
10	33	1.6%
9	79	3.8%

YearsSinceLastPromotion
Real number (ℝ_≥0)

ZEROS

Distinct count	16
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.0972354623450906
Minimum	0
Maximum	15
Zeros	881
Zeros (%)	42.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	9
Maximum	15
Range	15
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.169219208
Coefficient of variation (CV)	1.511141341
Kurtosis	3.792262367
Mean	2.097235462
Median Absolute Deviation (MAD)	1
Skewness	2.019676097
Sum	4400
Variance	10.04395039

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	881	42.0%
1	477	22.7%
2	243	11.6%
7	124	5.9%
4	73	3.5%
3	64	3.1%
5	49	2.3%
6	48	2.3%
9	29	1.4%
11	28	1.3%
8	18	0.9%
15	17	0.8%
13	14	0.7%
14	13	0.6%
12	10	0.5%
10	10	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	881	42.0%
1	477	22.7%
2	243	11.6%
3	64	3.1%
4	73	3.5%
5	49	2.3%
6	48	2.3%
7	124	5.9%
8	18	0.9%
9	29	1.4%

Value	Count	Frequency (%)
15	17	0.8%
14	13	0.6%
13	14	0.7%
12	10	0.5%
11	28	1.3%
10	10	0.5%
9	29	1.4%
8	18	0.9%
7	124	5.9%
6	48	2.3%

YearsWithCurrManager
Real number (ℝ_≥0)

ZEROS

Distinct count	18
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.7106768350810295
Minimum	0
Maximum	17
Zeros	495
Zeros (%)	23.6%
Memory size	16.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	7
95-th percentile	10
Maximum	17
Range	17
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.507698519
Coefficient of variation (CV)	0.9452988429
Kurtosis	0.3110244058
Mean	3.710676835
Median Absolute Deviation (MAD)	2
Skewness	0.9297415982
Sum	7785
Variance	12.3039489

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	495	23.6%
2	480	22.9%
7	292	13.9%
3	194	9.2%
8	135	6.4%
4	126	6.0%
1	108	5.1%
9	72	3.4%
5	39	1.9%
6	37	1.8%
10	35	1.7%
11	26	1.2%
12	18	0.9%
13	14	0.7%
14	13	0.6%
17	7	0.3%
15	5	0.2%
16	2	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	495	23.6%
1	108	5.1%
2	480	22.9%
3	194	9.2%
4	126	6.0%
5	39	1.9%
6	37	1.8%
7	292	13.9%
8	135	6.4%
9	72	3.4%

Value	Count	Frequency (%)
17	7	0.3%
16	2	0.1%
15	5	0.2%
14	13	0.6%
13	14	0.7%
12	18	0.9%
11	26	1.2%
10	35	1.7%
9	72	3.4%
8	135	6.4%

CommunicationSkill
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.1167778836987607
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.409889016
Coefficient of variation (CV)	0.4523546652
Kurtosis	-1.288031349
Mean	3.116777884
Median Absolute Deviation (MAD)	1
Skewness	-0.1023047057
Sum	6539
Variance	1.987787038

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	470	22.4%
4	444	21.2%
3	412	19.6%
2	405	19.3%
1	367	17.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	367	17.5%
2	405	19.3%
3	412	19.6%
4	444	21.2%
5	470	22.4%

Value	Count	Frequency (%)
5	470	22.4%
4	444	21.2%
3	412	19.6%
2	405	19.3%
1	367	17.5%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	df_index	Age	BusinessTravel	Department	DistanceFromHome	Education	EducationField	EnvironmentSatisfaction	Gender	JobInvolvement	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	NumCompaniesWorked	OverTime	PercentSalaryHike	PerformanceRating	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	CommunicationSkill
0	0	30	Non-Travel	Research & Development	2	3	Medical	3	Female	3	Laboratory Technician	4	Single	2564	0	No	14	3	0	12	2	11	7	6	7	4
1	1	36	Travel_Rarely	Research & Development	12	4	Life Sciences	3	Female	3	Manufacturing Director	3	Married	4663	9	Yes	12	3	2	7	2	3	2	1	1	2
2	2	55	Travel_Rarely	Sales	2	1	Medical	3	Male	3	Sales Executive	4	Single	5160	4	No	16	3	0	12	3	9	7	7	3	5
3	3	39	Travel_Rarely	Research & Development	24	1	Life Sciences	1	Male	3	Research Scientist	4	Single	4108	7	No	13	3	0	18	2	7	7	1	7	4
4	4	37	Travel_Rarely	Research & Development	3	3	Other	3	Male	3	Manufacturing Director	3	Married	9434	1	No	15	3	1	10	2	10	7	7	8	1
5	5	31	Travel_Rarely	Sales	7	4	Life Sciences	2	Male	2	Sales Representative	3	Married	2329	3	No	15	3	0	13	2	7	7	5	2	2
6	6	32	Travel_Rarely	Research & Development	1	3	Life Sciences	4	Male	2	Laboratory Technician	3	Single	3730	0	Yes	14	3	0	4	2	3	2	1	2	1
7	7	33	Travel_Rarely	Research & Development	4	4	Medical	1	Female	2	Laboratory Technician	2	Married	3838	8	No	11	3	0	8	5	5	4	0	2	5
8	8	35	Travel_Frequently	Sales	11	2	Marketing	4	Male	3	Sales Executive	4	Divorced	4968	1	No	11	3	1	5	3	5	2	0	2	4
9	9	21	Travel_Rarely	Sales	7	1	Marketing	2	Male	3	Sales Representative	2	Single	2679	1	No	13	3	0	1	3	1	0	1	0	5

Last rows

	df_index	Age	BusinessTravel	Department	DistanceFromHome	Education	EducationField	EnvironmentSatisfaction	Gender	JobInvolvement	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	NumCompaniesWorked	OverTime	PercentSalaryHike	PerformanceRating	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	CommunicationSkill
2088	460	38	Travel_Rarely	Research & Development	15	2	Life Sciences	3	Male	2	Research Director	4	Divorced	11510	0	Yes	14	3	1	12	3	11	10	2	9	1
2089	461	43	Travel_Rarely	Research & Development	14	2	Life Sciences	2	Male	3	Research Director	1	Married	17159	6	No	24	4	1	22	3	4	1	1	0	2
2090	462	31	Travel_Rarely	Sales	20	3	Life Sciences	2	Female	1	Sales Executive	3	Married	4559	3	Yes	11	3	1	4	2	2	2	2	2	1
2091	463	38	Travel_Rarely	Research & Development	18	3	Medical	2	Male	1	Healthcare Representative	4	Married	5811	3	Yes	16	3	1	15	2	1	0	1	0	2
2092	464	22	Travel_Frequently	Research & Development	3	4	Life Sciences	3	Male	2	Research Scientist	4	Married	2853	0	Yes	11	3	1	1	5	0	0	0	0	5
2093	465	32	Travel_Rarely	Research & Development	2	4	Life Sciences	4	Male	3	Laboratory Technician	2	Single	1393	1	No	12	3	0	1	2	1	0	0	0	5
2094	466	18	Travel_Frequently	Sales	3	2	Medical	2	Female	3	Sales Representative	4	Single	1569	1	Yes	12	3	0	0	2	0	0	0	0	2
2095	467	24	Travel_Rarely	Research & Development	23	3	Medical	2	Male	4	Research Scientist	4	Married	2725	1	Yes	11	3	2	6	3	6	5	1	4	1
2096	468	31	Travel_Rarely	Research & Development	23	3	Medical	2	Male	2	Healthcare Representative	4	Married	5582	0	No	21	4	1	10	2	9	0	7	8	3
2097	469	36	Travel_Rarely	Research & Development	5	4	Life Sciences	2	Female	3	Healthcare Representative	1	Married	8008	4	No	12	3	2	9	6	3	2	0	2	5

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Dash Punctuation characters

Most frequent Connector Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks